{
 "cells": [
  {
   "cell_type": "markdown",
   "source": [
    "#### violin 小提琴图: violin = box + kde (箱形图 + 密度图)\n",
    "- seaborn.catplot(kind='violin'): figure-level\n",
    "- seaborn.violinplot(): axes-level"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% md\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import seaborn as sns"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "outputs": [],
   "source": [
    "sns.set(\n",
    "    context='talk',  # paper, notebook, talk, poster\n",
    "    style='darkgrid',  # darkgrid, whitegrid, dark, white, ticks\n",
    "    palette='Set3',  # deep,muted,bright,pastel,dark,colorblind,hls,husl,cm\n",
    "    rc={\n",
    "        'figure.figsize': [8, 6]\n",
    "    }\n",
    ")"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "outputs": [],
   "source": [
    "df1 = pd.read_csv('./input/athlete_events.csv')\n",
    "df2 = pd.read_csv('./input/noc_regions.csv')\n",
    "df = pd.merge(\n",
    "    df1, df2,\n",
    "    on='NOC',\n",
    "    how='left',\n",
    "    validate='m:1')"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Int64Index: 148480 entries, 0 to 271115\n",
      "Data columns (total 17 columns):\n",
      " #   Column  Non-Null Count   Dtype  \n",
      "---  ------  --------------   -----  \n",
      " 0   ID      148480 non-null  int64  \n",
      " 1   Name    148480 non-null  object \n",
      " 2   Sex     148480 non-null  object \n",
      " 3   Age     148095 non-null  float64\n",
      " 4   Height  140921 non-null  float64\n",
      " 5   Weight  140486 non-null  float64\n",
      " 6   Team    148480 non-null  object \n",
      " 7   NOC     148480 non-null  object \n",
      " 8   Games   148480 non-null  object \n",
      " 9   Year    148480 non-null  int64  \n",
      " 10  Season  148480 non-null  object \n",
      " 11  City    148480 non-null  object \n",
      " 12  Sport   148480 non-null  object \n",
      " 13  Event   148480 non-null  object \n",
      " 14  Medal   20324 non-null   object \n",
      " 15  region  148199 non-null  object \n",
      " 16  notes   2228 non-null    object \n",
      "dtypes: float64(3), int64(2), object(12)\n",
      "memory usage: 20.4+ MB\n"
     ]
    }
   ],
   "source": [
    "df = df.query(\"Year>=1984\")\n",
    "df.info()"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "outputs": [
    {
     "data": {
      "text/plain": "['USA', 'CAN', 'GER', 'ITA', 'FRA', 'CHN']"
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "li = df['NOC'].value_counts().head(5).index.tolist() + ['CHN']\n",
    "li"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Int64Index: 36686 entries, 0 to 271037\n",
      "Data columns (total 17 columns):\n",
      " #   Column  Non-Null Count  Dtype  \n",
      "---  ------  --------------  -----  \n",
      " 0   ID      36686 non-null  int64  \n",
      " 1   Name    36686 non-null  object \n",
      " 2   Sex     36686 non-null  object \n",
      " 3   Age     36672 non-null  float64\n",
      " 4   Height  36172 non-null  float64\n",
      " 5   Weight  36066 non-null  float64\n",
      " 6   Team    36686 non-null  object \n",
      " 7   NOC     36686 non-null  object \n",
      " 8   Games   36686 non-null  object \n",
      " 9   Year    36686 non-null  int64  \n",
      " 10  Season  36686 non-null  object \n",
      " 11  City    36686 non-null  object \n",
      " 12  Sport   36686 non-null  object \n",
      " 13  Event   36686 non-null  object \n",
      " 14  Medal   7262 non-null   object \n",
      " 15  region  36686 non-null  object \n",
      " 16  notes   0 non-null      object \n",
      "dtypes: float64(3), int64(2), object(12)\n",
      "memory usage: 5.0+ MB\n"
     ]
    }
   ],
   "source": [
    "df = df[df['NOC'].isin(li)]\n",
    "df.info()"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "outputs": [
    {
     "data": {
      "text/plain": "<matplotlib.axes._subplots.AxesSubplot at 0x7faf1ba21390>"
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": "<Figure size 576x432 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.boxplot(\n",
    "    x='NOC',\n",
    "    y='Age',\n",
    "    data=df,\n",
    ")"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "outputs": [
    {
     "data": {
      "text/plain": "<matplotlib.axes._subplots.AxesSubplot at 0x7faf15758b90>"
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": "<Figure size 576x432 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.violinplot(\n",
    "    x='NOC',\n",
    "    y='Age',\n",
    "    data=df,\n",
    ")"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "outputs": [
    {
     "data": {
      "text/plain": "<matplotlib.axes._subplots.AxesSubplot at 0x7faf1627f0d0>"
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": "<Figure size 576x432 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.boxplot(\n",
    "    x='NOC',\n",
    "    y='Age',\n",
    "    data=df,\n",
    ")\n",
    "sns.violinplot(\n",
    "    x='NOC',\n",
    "    y='Age',\n",
    "    data=df,\n",
    ")"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "outputs": [
    {
     "data": {
      "text/plain": "<matplotlib.axes._subplots.AxesSubplot at 0x7faf154422d0>"
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": "<Figure size 576x432 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.violinplot(\n",
    "    x='NOC',\n",
    "    y='Age',\n",
    "    hue='Sex',\n",
    "    data=df,\n",
    ")"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "outputs": [],
   "source": [
    "\n"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  }
 ],
 "metadata": {
  "kernelspec": {
   "name": "python3",
   "language": "python",
   "display_name": "Python 3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "3.7.6-final"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}